A day after his partner at the top of Pacific Investment Management Co. stepped down, Bill Gross said he wants to double down on its efforts to turn into much more than a bond shop.

His goal: to reduce the giant asset manager's reliance on bonds and raise its exposure to stocks. The firm, with nearly $2 trillion under management, has faltered in previous efforts to make this shift.